JMona is a genetic algorithms framework, inspired by Roger Alsing's Mona Lisa experiment, at http://rogeralsing.com/2008/12/07/genetic-programming-evolution-of-mona-lisa/.
There already exists a genetic algorithms/programming framework for Java called jGAP. It is at http://jgap.sourceforge.net/.